{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import omegaconf\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "\n",
    "import mbrl.models as models\n",
    "import mbrl.util.common as common_utils\n",
    "import mbrl.util.replay_buffer as replay_buffer\n",
    "\n",
    "device = torch.device(\"cuda:0\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.facecolor'] = 'white'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data = np.linspace(-12, 12, 10000)\n",
    "y_data = np.sin(x_data)\n",
    "\n",
    "train_size = 2000\n",
    "val_size = 200\n",
    "x_train = np.zeros(2 * train_size)\n",
    "y_train = np.zeros(2 * train_size)\n",
    "x_val = np.zeros(2 * val_size)\n",
    "y_val = np.zeros(2 * val_size)\n",
    "\n",
    "# Half with lower noise\n",
    "train_val_idx_1 = np.random.choice(list(range(1200, 3500)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.05\n",
    "x_train[:train_size] = x_data[train_val_idx_1[:train_size]]\n",
    "y_train[:train_size] = y_data[train_val_idx_1[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[:val_size] = x_data[train_val_idx_1[train_size:]]\n",
    "y_val[:val_size] = y_data[train_val_idx_1[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "# Half with higher noise\n",
    "train_val_idx_2 = np.random.choice(list(range(6500, 8800)), \n",
    "                                   size=train_size + val_size, \n",
    "                                   replace=False)\n",
    "mag = 0.20\n",
    "x_train[train_size:] = x_data[train_val_idx_2[:train_size]]\n",
    "y_train[train_size:] = y_data[train_val_idx_2[:train_size]] + mag * np.random.randn(train_size)\n",
    "x_val[val_size:] = x_data[train_val_idx_2[train_size:]]\n",
    "y_val[val_size:] = y_data[train_val_idx_2[train_size:]] + mag * np.random.randn(val_size)\n",
    "\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, x_train, y_train, '.', x_val, y_val, 'o', markersize=4)\n",
    "plt.show()\n",
    "\n",
    "train_size *=2\n",
    "val_size *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ReplayBuffer generates its own training/validation split, but in this example we want to\n",
    "# keep the split generated above, so instead we use two replay buffers. \n",
    "\n",
    "num_members = 5\n",
    "train_buffer = replay_buffer.ReplayBuffer(train_size, (1,), (0,))\n",
    "val_buffer = replay_buffer.ReplayBuffer(val_size, (1,), (0,))\n",
    "for i in range(train_size):\n",
    "    train_buffer.add(x_train[i], 0, y_train[i], 0, False)\n",
    "for i in range(val_size):\n",
    "    val_buffer.add(x_val[i], 0, y_val[i], 0, False)\n",
    "train_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    train_buffer, 2048, 0, ensemble_size=num_members, shuffle_each_epoch=True)\n",
    "val_dataset, _ = common_utils.get_basic_buffer_iterators(\n",
    "    val_buffer, 2048, 0, ensemble_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ensemble = models.GaussianMLP(\n",
    "    1, # input size\n",
    "    1, # output size\n",
    "    device, \n",
    "    num_layers=3, \n",
    "    hid_size=64, \n",
    "    activation_fn_cfg={\"_target_\": \"torch.nn.SiLU\"}, \n",
    "    ensemble_size=num_members\n",
    ")\n",
    "wrapper = models.OneDTransitionRewardModel(\n",
    "    ensemble, target_is_delta=False, normalize=True, learned_rewards=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wrapper.update_normalizer(train_buffer.get_all())\n",
    "trainer = models.ModelTrainer(wrapper, optim_lr=0.001, weight_decay=5e-5)\n",
    "train_losses, val_losses = trainer.train(\n",
    "    train_dataset, val_dataset, num_epochs=5000, patience=500)\n",
    "fig, ax = plt.subplots(2, 1, figsize=(16, 8))\n",
    "ax[0].plot(train_losses)\n",
    "ax[0].set_xlabel(\"epoch\")\n",
    "ax[0].set_ylabel(\"train loss (gaussian nll)\")\n",
    "ax[1].plot(val_losses)\n",
    "ax[1].set_xlabel(\"epoch\")\n",
    "ax[1].set_ylabel(\"val loss (mse)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_tensor = torch.from_numpy(x_data).unsqueeze(1).float().to(device)\n",
    "x_tensor = wrapper.input_normalizer.normalize(x_tensor)\n",
    "\n",
    "with torch.no_grad():\n",
    "    y_pred, y_pred_logvar = ensemble(x_tensor)\n",
    "    y_pred = y_pred[..., 0]\n",
    "    y_pred_logvar = y_pred_logvar[..., 0]\n",
    "y_var_epi = y_pred.var(dim=0).cpu().numpy()\n",
    "y_var = y_pred_logvar.exp()\n",
    "y_pred = y_pred.mean(dim=0).cpu().numpy()\n",
    "y_var_ale = y_var.mean(dim=0).cpu().numpy()\n",
    "\n",
    "y_std = np.sqrt(y_var_epi + y_var_ale)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(x_data, y_data, 'r')\n",
    "plt.plot(x_train, y_train, '.', markersize=0.9)\n",
    "plt.plot(x_data, y_pred, 'b-', markersize=4)\n",
    "plt.fill_between(x_data, y_pred, y_pred + 2 * y_std, color='b', alpha=0.2)\n",
    "plt.fill_between(x_data, y_pred - 2 * y_std, y_pred, color='b', alpha=0.2)\n",
    "plt.axis([-12, 12, -2.5, 2.5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mbrl",
   "language": "python",
   "name": "mbrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
